Comparative Analysis.

Abstract

Comparative analysis is the problem of predicting how a system wil react to perturbations in its parameters, and why. For example, comparative analysis could be asked to explain why the period of an oscillating spring/block system would increase if the mass of the block were larger. This paper formalizes the problem of comparative analysis and presents a technique, differential qualitative (DQ) analysis, which solves the task, providing explanation based generalization. DQ analysis uses inference rules to deduce qualitative information about the relative change of system parameters. Multiple perspectives are used to represent relative change values over intervals of time. Differential analysis has been implemented, tested on a dozen examples, and proven sound. Unfortunately, the technique is incomplete; it always terminates, but does not always return an answer.

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Document Details

Document Type
Technical Report
Publication Date
Nov 01, 1987
Accession Number
ADA190556

Entities

People

  • Daniel S. Weld

Organizations

  • Massachusetts Institute of Technology

Tags

Communities of Interest

  • Autonomy
  • C4I
  • Energy and Power Technologies
  • Weapons Technologies

DTIC Thesaurus Topics

  • Artificial Intelligence
  • Boundaries
  • Conductivity
  • Coverings
  • Differential Equations
  • Energy
  • Engineering
  • Equations
  • Fish
  • Heat Exchangers
  • Intervals
  • Military Research
  • Models
  • Simulations
  • Simulators
  • Thermal Conductivity
  • Tilt

Readers

  • Artificial Intelligence
  • Regression Analysis.
  • Systems Analysis and Design

Technology Areas

  • AI & ML
  • AI & ML - Bayesian Inference